Sketching the temperature history of geological samples: analyses of diffusion profiles using multilayer perceptrons
Sign Up to like & getrecommendations! Published in 2017 at "Computational Geosciences"
DOI: 10.1007/s10596-017-9628-1
Abstract: A method using multilayer perceptrons for analysing diffusion profiles and sketching the temperature history of geological samples is explored. Users of this method can intuitively test and compare results thinking in terms of analytical solutions… read more here.
Keywords: temperature history; using multilayer; diffusion; diffusion profiles ... See more keywords
Optimizing the evaluation of thermal transmittance with the thermometric method using multilayer perceptrons
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DOI: 10.1016/j.enbuild.2019.06.040
Abstract: Abstract The characterization of building thermal behaviour is crucial to achieve the low-carbon objectives of the European Union by 2050. In this way, the knowledge of the thermal transmittance is being developed as a significant… read more here.
Keywords: multilayer perceptrons; transmittance; thermal transmittance; thermometric method ... See more keywords
Fisher Information Matrix and its Application of Bipolar Activation Function Based Multilayer Perceptrons With General Gaussian Input
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DOI: 10.1109/access.2022.3227427
Abstract: For the widely used multilayer perceptrons (MLPs), there exist singularities in the parameter space where Fisher information matrix (FIM) degenerates on these subspaces. The singularities seriously influence the learning dynamics of MLPs which have attracted… read more here.
Keywords: activation function; information matrix; function; fisher information ... See more keywords
Devising novel performance measures for assessing the behavior of multilayer perceptrons trained on regression tasks
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DOI: 10.1371/journal.pone.0285471
Abstract: This methodological article is mainly aimed at establishing a bridge between classification and regression tasks, in a frame shaped by performance evaluation. More specifically, a general procedure for calculating performance measures is proposed, which can… read more here.
Keywords: regression; performance measures; regression tasks; behavior multilayer ... See more keywords